{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 利用量子神经网络对鸢尾花进行分类\n",
    "\n",
    "\n",
    "`Linux` `CPU` `全流程` `初级` `中级` `高级`\n",
    "\n",
    "## 概述\n",
    "\n",
    "在本次案例中，我们将利用量子神经网络对鸢尾花进行分类。鸢尾花数据集包含150个样本的4个特征数据，分别为花萼长度、宽度和花瓣长度、宽度，这也样本分别属于鸢尾花的三个不同亚属。这里选择数据集中的前100个样本（包含2个鸢尾花品种），并对样本进行训练和预测。\n",
    "\n",
    "\n",
    "## 导入鸢尾花数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train sample and feature shape:  (80, 4)\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "os.environ['OMP_NUM_THREADS']='2'\n",
    "from sklearn import datasets\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "import numpy as np\n",
    "def generate_train_and_test(split=0.8,shuffle=True):\n",
    "    iris=datasets.load_iris()\n",
    "    data=iris.data[:100,:].astype(np.float32)\n",
    "    data=preprocessing.minmax_scale(data)*2-1\n",
    "    label=np.zeros(100).astype(int)\n",
    "    label[50:]=1\n",
    "    return train_test_split(data,label,train_size=split,shuffle=True)\n",
    "train_x,test_x,train_y,test_y=generate_train_and_test()\n",
    "print('train sample and feature shape: ',train_x.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "初步探索探索数据集，我们画出各个特征以及种类的散点图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1296 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "feature_name={0:'speal length',1:'speal width',2:'petal length',3:'petal width'}\n",
    "axs=plt.figure(figsize=(18,18)).subplots(4,4)\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        if i!=j:\n",
    "            ax=axs[i][j]\n",
    "            ax.scatter(train_x[:,i],train_x[:,j],c=train_y)\n",
    "            ax.set_xlabel(feature_name[i])\n",
    "            ax.set_ylabel(feature_name[j])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 编码线路\n",
    "我们搭建如下的量子神经网络来对将经典数据编码到量子态上\n",
    "\n",
    "![encoder](./images/iris_encoder.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/xuxs/gitee/mindquantum/mindquantum/__init__.py:49: UserWarning: [NOTE] Current simulator thread is 2. If your simulation is slow, set OMP_NUM_THREADS to a appropriate number according to your model.\n",
      "  omp_num_threads))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "H(0)\n",
       "H(1)\n",
       "H(2)\n",
       "H(3)\n",
       "RZ(x0|0)\n",
       "RZ(x1|1)\n",
       "RZ(x2|2)\n",
       "RZ(x3|3)\n",
       "X(1 <-: 0)\n",
       "RZ(x0,1|1)\n",
       "X(1 <-: 0)\n",
       "X(2 <-: 1)\n",
       "RZ(x1,2|2)\n",
       "X(2 <-: 1)\n",
       "X(3 <-: 2)\n",
       "RZ(x2,3|3)\n",
       "X(3 <-: 2)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mindquantum import H, RZ, RX, X, Circuit\n",
    "def encoder(n):\n",
    "    c = Circuit([H.on(i) for i in range(n)])\n",
    "    for i in range(n):\n",
    "        c += RZ(f'x{i}').on(i)\n",
    "    for i in range(n - 1):\n",
    "        c += X.on(i + 1, i)\n",
    "        c += RZ(f'x{i},{i+1}').on(i + 1)\n",
    "        c += X.on(i + 1, i)\n",
    "    return c\n",
    "enc=encoder(4).no_grad()\n",
    "enc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 待训练线路\n",
    "待训练线路的搭建如下\n",
    "\n",
    "![ansatz](./images/iris_ansatz.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====================================================Circuit Summary====================================================\n",
      "|Total number of gates  : 25.                                                                                         |\n",
      "|Parameter gates        : 16.                                                                                         |\n",
      "|with 16 parameters are : d3_n2_0, d0_n1_0, d3_n0_0, d0_n2_0, d2_n3_0, d2_n0_0, d0_n3_0, d3_n1_0, d3_n3_0, d1_n3_0... |\n",
      "|Number qubit of circuit: 4                                                                                           |\n",
      "=======================================================================================================================\n"
     ]
    }
   ],
   "source": [
    "from mindquantum.ansatz import HardwareEfficientAnsatz\n",
    "from mindquantum import X\n",
    "\n",
    "ans=HardwareEfficientAnsatz(4, single_rot_gate_seq=[RX], entangle_gate=X, depth=3).circuit\n",
    "ans.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 测量哈密顿量\n",
    "我们将量子线路的前两个比特上对$Z$算符的测量值作为神经网络输出，因此构建如下的哈密顿量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1.0 [Z0] , 1.0 [Z1] ]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mindquantum.ops import QubitOperator\n",
    "from mindquantum import Hamiltonian\n",
    "\n",
    "hams=[Hamiltonian(QubitOperator(f'Z{i}')) for i in [0, 1]]\n",
    "hams"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 搭建量子神经网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MindQuantumLayer<>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mindquantum.nn import MindQuantumLayer\n",
    "\n",
    "pqc = MindQuantumLayer(enc.para_name,ans.para_name,enc+ans,hams,n_threads=5)\n",
    "pqc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 1 step: 16, loss is 0.48822236\n",
      "epoch: 2 step: 16, loss is 0.4617273\n",
      "epoch: 3 step: 16, loss is 0.4521536\n",
      "epoch: 4 step: 16, loss is 0.45006198\n",
      "epoch: 5 step: 16, loss is 0.45019674\n",
      "epoch: 6 step: 16, loss is 0.4823143\n",
      "epoch: 7 step: 16, loss is 0.48250145\n",
      "epoch: 8 step: 16, loss is 0.48271722\n",
      "epoch: 9 step: 16, loss is 0.48295054\n",
      "epoch: 10 step: 16, loss is 0.4832099\n"
     ]
    }
   ],
   "source": [
    "import mindspore.dataset as ds\n",
    "import mindspore.nn as nn\n",
    "import mindspore as ms\n",
    "from mindspore.train.callback import Callback\n",
    "\n",
    "class StepAcc(Callback):\n",
    "    def __init__(self,model, test_loader):\n",
    "        self.model = model\n",
    "        self.test_loader = test_loader\n",
    "        self.acc = []\n",
    "\n",
    "    def step_end(self, run_context):\n",
    "        self.acc.append(self.model.eval(self.test_loader, dataset_sink_mode=False)['Acc'])\n",
    "\n",
    "\n",
    "class DataPrep(ms.nn.Cell):\n",
    "    def __init__(self):\n",
    "        super(DataPrep, self).__init__()\n",
    "        self.concat = ms.ops.Concat(axis=1)\n",
    "        self.pi = np.pi\n",
    "\n",
    "    def construct(self, x):\n",
    "        y = (self.pi - x[:, :-1]) * (self.pi - x[:, 1:])\n",
    "        y = self.concat((x, y))\n",
    "        return y\n",
    "\n",
    "class QuantumNet(ms.nn.Cell):\n",
    "    def __init__(self, pqc):\n",
    "        super(QuantumNet, self).__init__()\n",
    "        self.dp = DataPrep()\n",
    "        self.pqc = pqc\n",
    "\n",
    "    def construct(self, x):\n",
    "        x = self.dp(x)\n",
    "        x = self.pqc(x)\n",
    "        return x\n",
    "\n",
    "batch=5\n",
    "train_loader=ds.NumpySlicesDataset({'feats':train_x,'labs':train_y},shuffle=False).batch(batch)\n",
    "test_loader=ds.NumpySlicesDataset({'feats':test_x,'labs':test_y}).batch(batch)\n",
    "net = QuantumNet(pqc)\n",
    "loss = ms.nn.SoftmaxCrossEntropyWithLogits(sparse=True, reduction='mean')\n",
    "opti = ms.nn.Adam(net.trainable_params(), learning_rate=1e-1)\n",
    "monitor = ms.train.callback.LossMonitor(16)\n",
    "model = ms.Model(net, loss, opti, metrics={'Acc': ms.nn.Accuracy()})\n",
    "acc=StepAcc(model, test_loader)\n",
    "model.train(10, train_loader, callbacks=[monitor, acc], dataset_sink_mode=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 画出训练过程中的准确度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'acc')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(acc.acc)\n",
    "plt.title('acc')\n",
    "plt.xlabel('step')\n",
    "plt.ylabel('acc')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Acc': 0.95}\n"
     ]
    }
   ],
   "source": [
    "predict = np.argmax(ms.ops.Softmax()(model.predict(ms.Tensor(test_x))), axis=1)\n",
    "corr = model.eval(test_loader, dataset_sink_mode=False)\n",
    "print(corr)"
   ]
  }
 ],
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